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Automation Risk Analysis

Will “Bowling Ball Marker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bowling Ball Marker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Bowling Ball Marker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Position products, components, or parts for testing.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Notify supervisors or other personnel of production problems.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Collect or select samples for testing or for use as models.

  • Recommend necessary corrective actions, based on inspection results.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Analyze test data, making computations as necessary, to determine test results.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Compute defect percentages or averages, using formulas and calculators.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Compute usable amounts of items in shipments.

  • Mark items with details, such as grade or acceptance-rejection status.

Technologies & Software

  • Data analysis software
  • Atlassian JIRA
  • ABB AI Robotics
  • Claude (Anthropic)
  • IBM Lotus Notes
  • Microsoft Access
  • Coordinate measuring machine software
  • Autodesk AutoCAD
  • Grok (xAI)
  • Apache Hive
  • Data entry software
  • Apache Pig
  • DeepSeek
  • Skype
  • Microsoft Outlook
  • IBM Notes
  • Qwen (Alibaba)
  • Microsoft PowerPoint
  • Dassault Systemes CATIA
  • SAP software
  • Kimi (Moonshot AI)
  • Microsoft Excel
  • Selenium
  • Gemini (Google)
  • Cybermetrics GAGETrak
  • Verisurf Metrology
  • Nova (Amazon)
  • Dassault Systemes SolidWorks
  • Cognex Vision AI
  • Microsoft Word
  • Rockwell Automation AI
  • Label inspection systems
  • The MathWorks MATLAB
  • Microsoft Office software
  • Statistical process control SPC data collection devices
  • Siemens Industrial AI
  • Mistral (Mistral AI)
  • Sight Machine AI
  • Microsoft SharePoint
  • Microsoft Visio
  • Extensible markup language XML
  • R
  • Minitab
  • Mastercam computer-aided design and manufacturing software
  • Llama (Meta)
  • Computer assisted design software
  • Medical condition coding software
  • Design of experiments DOE software
  • Database software
  • ChatGPT (OpenAI)
  • FileMaker Pro
  • Computer-aided inspection software
  • Structured query language SQL
  • Inspection marking systems
  • Tolerance analysis software
  • Wilcox Associates PC-DMIS Inspection Planner
  • Mastercam Design
  • Moisture meters
  • Shear testers
  • In-circuit testers
  • Impact hammers
  • Hydraulic pumps
  • Micrometers
  • Resonance acceleration instruments
  • Logic test systems
  • Radiographic flaw detectors
  • Depth gauges
  • Null-balance acceleration instruments
  • Overhead cranes
  • Sorting machines
  • Utrasonic flaw detectors
  • Compression testers
  • Verisurf CMM Master
  • Plotters
  • Ammeters
  • Frequency counters
  • Plug gauges
  • Verisurf 3Dgage
  • Vibration and shaker systems
  • Multimeters
  • Continuity testers
  • Sampling oscilloscopes
  • Industrial bench scales
  • Coordinate measuring machines CMM
  • Return loss calibrator RLC passive component testers
  • Frequency meters
  • Measuring microscopes
  • Optical comparators
  • Piezoelectric acceleration instruments
  • Color spectrometers
  • Fatigue testers
  • Verisurf Master3DGage
  • Direct current DC power testers
  • Thread gauges
  • Bubble leak testers
  • Magnetic induction acceleration instruments
  • Eddy current flaw detectors
  • Strain gauges
  • Creep and stress relaxation testers
  • Viscometers
  • Power meters
  • Laser shearography flaw detectors
  • Resistivity meters
  • Digital resistance meters
  • Digital multimeters
  • Digital resistance thermometers
  • Metallurgical microscopes
  • Eddy current probes
  • Hipot testers
  • Personal computers
  • Pulse generators
  • Height gauges
  • Pin gauges
  • Accelerometers
  • Forklifts
  • Digital voltmeters DVM
  • Beta gauges
  • Calorimetric leak testers
  • Optical gauges
  • Force transducers
  • Shock testers
  • Tensile testers
  • Manufacturing defect analyzers MDA
  • Impact toughness testers
  • Printed circuit board PCB testers
  • Penetrant flaw detectors
  • Backplane testers
  • Gloss meters
  • Hydraulic lifts
  • Laser thickness gauges
  • Pi tapes
  • Mass flow leak testers
  • Calipers
  • Holographic interferometers
  • Bit error rate testers BERT
  • Resistance meters
  • Environmental chambers
  • Ductility testers
  • Linear or mixed signal equipment
  • Capacitive acceleration instruments
  • Function generators
  • Conductivity meters
  • Magnetic particle flaw detectors
  • Signal generators
  • Hardness testers

Alternative Job Titles